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Record W4417529588 · doi:10.64898/2025.12.19.25342648

Using the Social Ecological Model to explore policy and institutional aspects of the school environment in relation to healthy eating and physical activity: An audit of female-only high schools in the Kingdom of Saudi Arabia

2025· preprint· W4417529588 on OpenAlexfundno aff
Sarah Aldukair, Jayne V. Woodside, Khalid Almutairi, Laura McGowan

Bibliographic record

VenuemedRxiv · 2025
Typepreprint
Language
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsnot available
FundersQueen's UniversityPrincess Nourah Bint Abdulrahman UniversityQueen's University Belfast
KeywordsAuditStakeholderContext (archaeology)Healthy eatingChristian ministrySocial environmentRelation (database)Social ecological model

Abstract

fetched live from OpenAlex

Abstract Objective In the Kingdom of Saudi Arabia (KSA), non-communicable diseases (NCDs) cause 73% of deaths, with high body mass index (BMI) as the leading risk factor. Among adolescents, 79% reported physical inactivity (PA), 30% and 10% were living with overweight/obesity and prediabetes, respectively. Little is known about the influence of school environments in shaping healthy eating (HE) and PA behaviours. This study addressed this gap through two steps: (1) Documentary review of obesity prevention policies, (2) Assessing the school environment in relation to HE and PA. Design The documentary review consisted of two parts; Part 1: Web-searching literature, hand-searching targeted websites, and stakeholder consultations to confirm the literature findings. Part 2: School-based environmental audit employing the ISCOLE tool and the Saudi Ministry of Education Regulations for School Canteens policy. Setting Three female high schools were selected from differing economic deprivation levels in Riyadh, KSA. Participants ISCOLE questionnaires were completed by the researcher in conjunction with a staff member; photo-documentation and observations were made. Results Seventeen obesity prevention policies were identified; stakeholder consultations identified one additional policy document, and assessment highlighted challenges in policy implementation. The audit revealed notable differences between schools in HE and PA provisions Conclusion In KSA, female high schools face significant challenges regarding a school environment that supports both HE and PA. These challenges include the absence of HE provisions and lack of suitable PA facilities, coupled with a gap between policy and practice. Understanding the school context will help support the development of future obesity prevention school-based interventions.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score0.167

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0040.004
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.100
GPT teacher head0.360
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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